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    Fact-Check & Compliance Gate

    by PubsProToolkit

    1

    A pre-publish audit gate to extract claims, verify facts, and flag compliance risks in public-facing content.

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    See it in action

    You say

    Audit this snippet for a US-targeted Facebook ad: "Our supplement is the #1 doctor-recommended way to lose 20lbs in 30 days, guaranteed. Join 50,000 users today!" No sources provided.

    Your agent does

    VERDICT: HOLD

    • [s1] "#1 doctor-recommended" — SUPERLATIVE, UNVERIFIED — Fix: Remove or cite a specific study.
    • [s1] "lose 20lbs in 30 days" — REGULATED, UNVERIFIED — Health claim lacks data and "results not typical" disclosure. Fix: Remove specific weight/time promise.
    • [s1] "guaranteed" — Fix: Remove.

    What you get

    Identify and fix hallucinated statistics in blog posts and articles.Flag non-compliant health or financial claims in marketing materials.Validate superlative claims like "#1" or "Best" against provided sources.Generate line-level edits to turn "Hold" decisions into "Publish" ready copy.

    About this skill

    What it does

    The Fact-Check & Compliance Gate acts as a rigorous quality assurance layer for AI-generated or human-written content. It systematically extracts factual, statistical, and comparative claims and audits them against provided source material or external benchmarks. The skill identifies hallucinated figures, unsupported superlatives, and non-compliant marketing language in materials like blog posts, landing pages, and ads.

    Why use this skill

    Prompting an AI to "be factual" is often insufficient, as LLMs can hallucinate citations or present opinions as facts. This skill is better because it follows a strict multi-step audit protocol: claim extraction, classification (e.g., Regulated, Comparative, Statistical), evidence grading, and risk flagging. It replaces vague feedback with a strict PUBLISH/REVISE/HOLD decision framework, ensuring your content meets legal and editorial standards before it reaches an audience.

    Supported content types

    • Marketing copy and cold emails (FTC/ASA compliance)
    • Scientific or technical blog posts
    • Financial and health-related product claims
    • PR announcements and press releases
    • Landing pages and App Store descriptions

    The output

    You receive a structured Fact-Check Report containing a final verdict, a list of critical fixes with line-level edit suggestions, specific warnings for unverified claims, and a concise summary of the risk profile.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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    Fresh listing

    Recently published to Agensi

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    Trust & safety

    Security scanned

    Verified clean 1 month ago

    Listed1 month ago

    Creator

    PubsProToolkit builds rigor-first skills for AI agents — they write your docs and content properly, then adversarially review them to catch what's wrong before it ships. The result: cleaner output and a hard quality gate in one toolkit. Built by a CMPP-certified, PhD medical writer who brings regulated-industry standards to developer docs, content, compliance, and research integrity.

    Frequently Asked Questions

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